{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5012eed4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "c1=\"#009ad6\"\n",
    "c2='#f15a22'\n",
    "c3='#7fb80e'\n",
    "c4='#6f599c'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9d20cbbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(61, 20001)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=np.loadtxt('f60U.txt')\n",
    "x=np.load('de60j2.npy')\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fe1622f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "tu=data[:,1:10001]/data[:,0].reshape(61,1)\n",
    "tin=2922/data[:,0]\n",
    "tr=x[:,:,3]/data[:,0].reshape(61,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3488d537",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=150)\n",
    "plt.plot(tin,np.ones(len(tin)),'k',lw=2)\n",
    "'''\n",
    "plt.plot(tin,np.percentile(tu,16,axis=1),'--',color=c1,lw=2)\n",
    "plt.plot(tin,np.percentile(tu,84,axis=1),'--',color=c1,lw=2)\n",
    "plt.plot(tin,np.percentile(tr,16,axis=1),'--',color=c2,lw=2)\n",
    "plt.plot(tin,np.percentile(tr,84,axis=1),'--',color=c2,lw=2)\n",
    "'''\n",
    "plt.plot(tin,np.mean(tu,axis=1),color=c1,lw=2,label=r'K17PMm(Uniform observations)')\n",
    "plt.plot(tin,np.mean(tr,axis=1),color=c2,lw=2,label=r'K17PMm(Random observations)')\n",
    "\n",
    "plt.xscale('log')\n",
    "plt.xlabel(r'$T/\\tau_{\\rm in}$',fontsize=20)\n",
    "plt.ylabel(r'$\\tau_{\\rm out}^{\\rm median}/\\tau_{\\rm in}$',fontsize=20)\n",
    "plt.title(r\"K17 prior (N=60, $\\sigma_{\\rm e}=\\sigma_{\\rm SDSS})$\",fontsize=20)\n",
    "#plt.title(r\"S21 prior (N = 445, $\\sigma_{\\rm e}=\\sigma_{\\rm OGLE}$)\",fontsize=20)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.xlim(1,1000)\n",
    "plt.grid()\n",
    "plt.ylim(0,1.5)\n",
    "plt.legend(fontsize=15,loc=4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8efecad3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
